{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1a819872",
   "metadata": {},
   "outputs": [],
   "source": [
    "import igraph as ig"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39fb0aad",
   "metadata": {},
   "source": [
    "### igraph==0.9.11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "867a00cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!/usr/bin/python3\n",
    "# -*- coding: utf-8 -*-\n",
    "# Author ： 单哥的科研日常\n",
    "# 关注B站和公众号：单哥的科研日常，获取更多讲解教程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9d6ded7c",
   "metadata": {},
   "outputs": [
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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<igraph.drawing.Plot at 0x18b4264bf40>"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "image/svg+xml": {
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     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 100\n",
    "g = ig.Graph.GRG(N,0.2)\n",
    "ig.plot(g, bbox=(0, 0, 400, 400))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "51f94bbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "par = ig.Graph.community_edge_betweenness(g, clusters=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "509397cd",
   "metadata": {},
   "outputs": [
    {
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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<igraph.drawing.Plot at 0x18b528b4340>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ig.plot(par, bbox=(0, 0, 400, 800))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7581a17a",
   "metadata": {},
   "outputs": [],
   "source": [
    "parti = ig.Graph.community_edge_betweenness(g, clusters=5).as_clustering()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "40e049b5",
   "metadata": {},
   "outputs": [
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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<igraph.drawing.Plot at 0x18b528b4b50>"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "image/svg+xml": {
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     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ig.plot(parti, bbox=(0, 0, 400, 400))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "895cef31",
   "metadata": {},
   "outputs": [],
   "source": [
    "par2 = ig.Graph.community_walktrap(g, steps=4)\n",
    "parti2 = ig.Graph.community_edge_betweenness(g, clusters=5).as_clustering()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "63818c28",
   "metadata": {},
   "outputs": [
    {
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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<igraph.drawing.Plot at 0x18b528b4310>"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "image/svg+xml": {
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     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ig.plot(par2, bbox=(0, 0, 400, 800))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e1dd5775",
   "metadata": {},
   "outputs": [
    {
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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<igraph.drawing.Plot at 0x18b528b4730>"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "image/svg+xml": {
       "isolated": true
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     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ig.plot(parti2, bbox=(0, 0, 400, 400))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ccb85998",
   "metadata": {},
   "outputs": [],
   "source": [
    "par3 = ig.Graph.community_fastgreedy(g)\n",
    "parti3 = ig.Graph.community_fastgreedy(g).as_clustering()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5035eaf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<igraph.drawing.Plot at 0x18b528b4f70>"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "image/svg+xml": {
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     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ig.plot(par3, bbox=(0, 0, 400, 800))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "179e5ef0",
   "metadata": {},
   "outputs": [
    {
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       "<path style=\"fill-rule:nonzero;fill:rgb(100%,100%,0%);fill-opacity:1;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 390 241.691406 C 390 247.214844 385.523438 251.691406 380 251.691406 C 374.476563 251.691406 370 247.214844 370 241.691406 C 370 236.167969 374.476563 231.691406 380 231.691406 C 385.523438 231.691406 390 236.167969 390 241.691406 \"/>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<igraph.drawing.Plot at 0x18b528b48b0>"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ig.plot(parti3, bbox=(0, 0, 400, 400))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1325ae2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "g2 = ig.Graph.Famous('Zachary')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0fdc3404",
   "metadata": {},
   "outputs": [],
   "source": [
    "pat = ig.Graph.community_infomap(g2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1b922034",
   "metadata": {},
   "outputs": [],
   "source": [
    "parti = ig.Graph.community_infomap(g2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "569cdad9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "execution_count": 17,
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   "source": [
    "ig.plot(parti, bbox=(0, 0, 400, 400))"
   ]
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   "cell_type": "code",
   "execution_count": null,
   "id": "116f985e",
   "metadata": {},
   "outputs": [],
   "source": []
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